{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mask Generation with OpenCV\n",
    "In the paper they generate irregular masks by using occlusion/dis-occlusion between two consecutive frames of videos, as described in [this paper](https://lmb.informatik.uni-freiburg.de/Publications/2010/Bro10e/sundaram_eccv10.pdf). \n",
    "\n",
    "Instead we'll simply be using OpenCV to generate some irregular masks, which will hopefully perform just as well. We've implemented this in the function `random_mask`, which is located in the `util.py` file int he libs directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from libs.util import random_mask\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us review of the code of this function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "??random_mask"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, let's create some output samples with this function to see what it does"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the results\n",
    "_, axes = plt.subplots(5, 5, figsize=(20, 20))\n",
    "axes = list(itertools.chain.from_iterable(axes))\n",
    "\n",
    "for i in range(len(axes)):\n",
    "    \n",
    "    # Generate image\n",
    "    img = random_mask(500, 500)\n",
    "    \n",
    "    # Plot image on axis\n",
    "    axes[i].imshow(img*255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
